{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv('./mid_dataset.csv', dtype=object)\n",
    "dataset['goal'] = dataset['goal'].astype(float)\n",
    "dataset['pledged'] = dataset['pledged'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "byCategory = dataset.groupby('category')\n",
    "byCategoryState = dataset.groupby(['category', 'state'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "category\n",
      "Art             28112\n",
      "Comics          10804\n",
      "Crafts           8792\n",
      "Dance            3765\n",
      "Design          29968\n",
      "Fashion         22732\n",
      "Film & Video    62652\n",
      "Food            24548\n",
      "Games           35142\n",
      "Journalism       4746\n",
      "Music           49596\n",
      "Photography     10762\n",
      "Publishing      39355\n",
      "Technology      32482\n",
      "Theater         10892\n",
      "Name: origin_id, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(byCategory.count()['origin_id'])\n",
    "\n",
    "byCategory.count()['origin_id'].plot(kind='bar')\n",
    "plt.ylabel('Project Number')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   pledged          goal\n",
      "category                                \n",
      "Art           9.039759e+07  1.103260e+09\n",
      "Comics        7.149178e+07  2.116594e+08\n",
      "Crafts        1.436197e+07  9.173016e+07\n",
      "Dance         1.299935e+07  3.607922e+07\n",
      "Design        7.311663e+08  1.256015e+09\n",
      "Fashion       1.295607e+08  5.096786e+08\n",
      "Film & Video  3.893837e+08  5.246473e+09\n",
      "Food          1.253091e+08  1.205073e+09\n",
      "Games         7.379315e+08  1.579854e+09\n",
      "Journalism    1.243348e+07  4.088509e+08\n",
      "Music         1.937241e+08  7.882784e+08\n",
      "Photography   3.839266e+07  1.320531e+08\n",
      "Publishing    1.333075e+08  9.861698e+08\n",
      "Technology    6.874193e+08  3.326867e+09\n",
      "Theater       4.365024e+07  2.908057e+08\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(byCategory.sum())\n",
    "\n",
    "byCategory.sum()['goal'].plot(kind='bar')\n",
    "plt.ylabel('Goal Sum')\n",
    "plt.show()\n",
    "\n",
    "byCategory.sum()['pledged'].plot(kind='bar')\n",
    "plt.ylabel('Pledged Sum')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "category\n",
      "Art             11490\n",
      "Comics           5832\n",
      "Crafts           2112\n",
      "Dance            2336\n",
      "Design          10523\n",
      "Fashion          5574\n",
      "Film & Video    23593\n",
      "Food             6069\n",
      "Games           12484\n",
      "Journalism       1012\n",
      "Music           24153\n",
      "Photography      3300\n",
      "Publishing      12287\n",
      "Technology       6421\n",
      "Theater          6523\n",
      "Name: origin_id, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(byCategoryState.count()['origin_id'][:,'successful'])\n",
    "\n",
    "byCategoryState.count()['origin_id'][:,'successful'].plot(kind='bar')\n",
    "plt.ylabel('Successful Project Number')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "byYear = dataset.groupby('year')\n",
    "byYearState = dataset.groupby(['year', 'state'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year\n",
      "1970        7\n",
      "2009     1324\n",
      "2010    10507\n",
      "2011    26195\n",
      "2012    41097\n",
      "2013    44752\n",
      "2014    66871\n",
      "2015    74752\n",
      "2016    56634\n",
      "2017    52086\n",
      "2018      123\n",
      "Name: origin_id, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(byYear.count()['origin_id'])\n",
    "\n",
    "byYear.count()['origin_id'].plot(kind='bar')\n",
    "plt.ylabel('Project Number')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           pledged          goal\n",
      "year                            \n",
      "1970  0.000000e+00  3.710597e+04\n",
      "2009  2.791077e+06  9.322995e+06\n",
      "2010  2.941996e+07  1.387225e+08\n",
      "2011  1.035958e+08  3.259332e+08\n",
      "2012  3.221201e+08  8.207528e+08\n",
      "2013  4.762915e+08  1.231718e+09\n",
      "2014  5.208035e+08  3.364137e+09\n",
      "2015  6.813070e+08  5.707110e+09\n",
      "2016  6.535178e+08  3.383239e+09\n",
      "2017  6.216194e+08  2.190155e+09\n",
      "2018  6.322279e+04  1.719718e+06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(byYear.sum())\n",
    "\n",
    "byYear.sum()['goal'].plot(kind='bar')\n",
    "plt.ylabel('Goal Sum')\n",
    "plt.show()\n",
    "\n",
    "byYear.sum()['pledged'].plot(kind='bar')\n",
    "plt.ylabel('Pledged Sum')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year\n",
      "2009      577\n",
      "2010     4588\n",
      "2011    12150\n",
      "2012    17869\n",
      "2013    19369\n",
      "2014    21073\n",
      "2015    20927\n",
      "2016    18724\n",
      "2017    18432\n",
      "Name: origin_id, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(byYearState.count()['origin_id'][:,'successful'])\n",
    "\n",
    "byYearState.count()['origin_id'][:,'successful'].plot(kind='bar')\n",
    "plt.ylabel('Successful Project Number')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "byCountry = dataset.groupby('country')\n",
    "byCountryState = dataset.groupby(['country', 'state'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "country\n",
      "AT       596\n",
      "AU      7822\n",
      "BE       617\n",
      "CA     14723\n",
      "CH       758\n",
      "DE      4161\n",
      "DK      1110\n",
      "ES      2268\n",
      "FR      2935\n",
      "GB     33632\n",
      "HK       618\n",
      "IE       811\n",
      "IT      2871\n",
      "JP        40\n",
      "LU        62\n",
      "MX      1752\n",
      "NL      2865\n",
      "NO       943\n",
      "NZ      1442\n",
      "SE      1753\n",
      "SG       553\n",
      "US    292016\n",
      "Name: origin_id, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(byCountry.count()['origin_id'])\n",
    "\n",
    "byCountry.count()['origin_id'].plot(kind='bar')\n",
    "plt.ylabel('Project Number')\n",
    "plt.yscale('symlog')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              pledged          goal\n",
      "country                            \n",
      "AT       9.665750e+06  2.664671e+07\n",
      "AU       4.663297e+07  4.551970e+08\n",
      "BE       4.181558e+06  2.302780e+07\n",
      "CA       9.155959e+07  6.545777e+08\n",
      "CH       1.305068e+07  2.063834e+08\n",
      "DE       3.976713e+07  3.119515e+08\n",
      "DK       7.569838e+06  3.948910e+07\n",
      "ES       1.283685e+07  1.195749e+08\n",
      "FR       3.434253e+07  2.376974e+08\n",
      "GB       2.363564e+08  1.439185e+09\n",
      "HK       1.002948e+07  1.474895e+07\n",
      "IE       4.187263e+06  3.844625e+07\n",
      "IT       1.532499e+07  2.265295e+08\n",
      "JP       1.158884e+05  6.638767e+05\n",
      "LU       4.686757e+05  2.094555e+06\n",
      "MX       2.430029e+06  2.605212e+07\n",
      "NL       2.919675e+07  3.140306e+08\n",
      "NO       5.987135e+06  5.248724e+07\n",
      "NZ       7.751454e+06  3.698442e+07\n",
      "SE       1.340845e+07  7.191444e+07\n",
      "SG       5.839271e+06  8.580539e+06\n",
      "US       2.820827e+09  1.286658e+10\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7ypdJul7SLklrAGx/zPbZwO8Dzxl2bBERcaCD0VPYACyrFkiaA6wFTgWWACskLak85LXl/RERcRANPSnY3grc3FW8FNhle7ft/cAm4DQV/gq42PaVw44tIiIO1NYxhXnAnsr2aFn2YuDJwJmSXtSroqRVknZI2rFv377hRxoRMYvUXaN5mNSjzLbfDry9rqLtdcA6gJGREQ8htoiIWautnsIocHxl+zhgb0uxREREqa2ksB1YJGmhpMOA5cDmlmKJiIjSwZiSuhHYBiyWNCpppe3bgNXAJcB1wIW2dw47loiIqDf0Ywq2V/Qp3wJsGXb7ERHR3LQ6ozkiItqVpBARER1JChER0ZGkEBERHUkKERHRkaQQEREdSQoREdGRpBARER1JChER0ZGkEBERHUkKERHRMW2SgqQHSXqvpA+3HUtExGw11KQgab2kmyRd21W+TNL1knZJWgNQXppz5TDjiYiIesPuKWwAllULJM0B1gKnAkuAFZKWDDmOiIhoYKhJwfZW4Oau4qXArrJnsB/YBJw2zDgiIqKZNo4pzAP2VLZHgXmS7ifpH4BHSXpVv8qSVknaIWnHvn37hh1rRMSsMvSL7PSgHmW2/T3gRYMq214HrAMYGRnxFMcWETGrtdFTGAWOr2wfB+xtIY6IiOjSRlLYDiyStFDSYcByYHMLcURERJdhT0ndCGwDFksalbTS9m3AauAS4DrgQts7hxlHREQ0M9RjCrZX9CnfAmwZZtsRETF+0+aM5oiIaF+SQkREdCQpRERER5JCRER0JClERERHkkJERHQkKUREREeSQkREdCQpRERER5JCRER0JClERERHkkJERHQkKUREREeSQkREdCQpRERER5JCRER0JClERETHUK+8Nh6SjgT+HtgPXG77gpZDioiYdYZ9jeb1km6SdG1X+TJJ10vaJWlNWXwG8GHbZwPPHGZcERHR27CHjzYAy6oFkuYAa4FTgSXACklLgOOAPeXDbh9yXBER0cNQk4LtrcDNXcVLgV22d9veD2wCTgNGKRLD0OOKiIje2vjwncedPQIoksE84KPAsyW9E/hEv8qSVknaIWnHvn37hhtpRMQs08aBZvUos+0fAWcNqmx7HbAOYGRkxFMcW0TErNZGT2EUOL6yfRywt4U4IiKiSxtJYTuwSNJCSYcBy4HNLcQRERFdhj0ldSOwDVgsaVTSStu3AauBS4DrgAtt7xxmHBER0cxQjynYXtGnfAuwZZhtR0TE+GXqZ0REdCQpRERER5JCRER0TJuk0Gc9pIiIOIimRVKoWQ8pIiIOItntnxQs6bHA62w/tdx+FYDtv+zx2FXAqnJzMXB9za6PBb47wbAOxbpttn0o1m2z7UOxbptt5zlPbd0H2p7b8x7brf8AZwLvqWz/LnDeFOx3x2yqe6jGnb/XoVH3UI07z3l8P9Ni+Ig+6yEd9CgiIma56ZIUsh5SRMQ0MF2SwrDWQ1o3y+q22fahWLfNtg/Fum22ned8kOpOiwPNAJKeBvwdMAdYb/uN7UYUETH7TJukEBER7Zsuw0cRETENJClERETHjEgKkua3HcNUknS8pD9pO45+JN2j5r6FBzOWSrsPbKPdsu3D2mq7jqTTJb1S0lPbjqVKUhuXAZ5VJN1XUq+p/gPNiKQAfGyiFSWd0fXzLEmPl3R0w/rPq9w+ueu+1eOI41hJfyhpK3A58PMDHv+Kup8G7T2pcnth131nDKi+udcHoaRHAJcNaPdsSYvK25L0Pkm3SLpa0kkN4n6spDMl3b/cfrikDwJfGFDvWEnnSnqJpKMkvVPStZI+LumEBu3+vz7l9wE+M6DuhF8jkmr3XVPv74GXA/cD3tAv/gH76H5dvVzS7zZJ/JI+0StRS3oy8NXxxlKp/60Gj7m/pNdL+rCkD5W3a99Plbrbqu+Nrvsural3YeX2X3XdN+7/oaR5kuaXP7VJVNI5kh5S3j5c0mXAfwDfKf/e4zJTksKEMmLpGV0/zwReCVzd78XRpfoB/I6u+/6grqKkoyX9nqRPA1cAJwAPsv1Ltl85oN2jKz+v7NpuktD+unL7I133vXZA3a8AF0s6YqxA0inAJ4GzB9R9KXBjeXsF8HBgIcXf8W11FSW9BVgPPBv4lKRzgX8GvgwsGtDuB4HDy8ddAeymOJP+k8B7BtQFeLykA2bESfoFYCvw2QF1J/waAXovRTDYrwFPsv0q4BTg9Anso/s1dW9ghOJ/v3xA3U3AZZJeI+kekn6x/OD8C+D5E4hlTO17vUy628vN9wP/WN7+cndC7mM+cJ6kv+7RIz6mpl719feUrvsG/g8lvUrSOZWibRSvzc8Ag0YNnsOdy/2M/W3nAk8A3jSo7buYzOnf0+UHuAl4e7+fCe7zgcCXGzzuql63e233qPsT4HPA47lzJtjuCcRa285Ux10+5jXA54GjKD6kvwWMNKj31crtDwIvrWxfOaDu14F7lrfvW/79FjV8vl8rfwv4Vr+Yaurfk+JN+tZyexGwC3jhkF8ju4Ez+v3U1LuybnsyPxQfjgP3B9wHeFf5d/omxZplmmTb3xpw/5eAR/Uof2TD9/OVwBEUXxSuBBY3+RtW75vI375s68ju1wXFFP0vjOP19ZHqa3Ii//eZMrb3E4pvr71MaM6t7W/WjZ332X93W4PafjXFiXrvBD4o6Z/GEeJ42hlUZ7xxY/uNksb+7qL4VrqrQbt3SHoA8H3g14Hqt+97Daj7E9s/Ldv/vqTrbf97gzYBbi/rWVL3QmF3DKps+6eSngVskrQJeCzwMtsXNWh7Mn/r+wBPp/9SMB/tU++XJV1dqfdLlW3bfviAdvuyfXPD8eolwFKKntkIxZDo3YGf1VWqGf4UxZeQOve2fVV3oe2vNh0Stv1j4AXl//ufJb3J9j9Q30s5QtKjKEZf7lUZChWDX9dj7f6osvm2sux2SYPq3yrpYcB3gCdSjBx04mrSdtVMSQrfs31+d6Gkx1EMUbx/vDssx+hubfDQh1TebGNvPMrtB9VVtP23wN9KelAZ58eAX5T0p8DHbP/beOMehwdJ2jwWZ3mbcrt2zFjSJyg+kETRTd0FvHXsc8L2M2uqnwPsoPgGtNn2znKfT6D4VlznlypxAiyobg9od8LPt4xv7IPqCuBPKXpJC8fKbb+1pvqEXyPAN20PGmLq2SZDWj+sHFb9/oDHvAc4Cfi/trdJOhJ4PfA1SS+zXTfOXvfhXTvEWDSt+9r+flfhMYxzuNz2RZKuADaoOLm2LiF9G/gbiv/pf3Hg8Ox/NWjuKEn3sP2zsu0NZdyHUwzb1Xkp8GGK9+Jbbd9Q1n0acJcEOciMOHlN0pds/0p5+5HA7wC/DdwAfMT2eTV1xz7gqo4BHgA8z/a2AW3Xznqx/c2auicAP2/7i5Wyh1Oc2f0E23Nq6l5TifsEig/maru13wTLD+G6uD83jLpl/bsDR1ffuOWHhmz/cBjt9qk79vdTg5jPHdD262vqTuY1cpXtR9XV71PvB/RPCrdSHIh8je26g6fV19iYYyjWJfs929+oqftyiqHb27vKTwT+3vbjBz+L8VOxtP7ZFN+WryyL/w/wVxQrJbxrQP1P217Wo/xPgDfYvmefekuBPba/XW4/n2JY9UaKywLcPKDdNwG/AKwueypj74m1wLddHBvqV/cV3NmLcfnzXYphpxvq2u25vxmSFBZTHGxZAXwP+CfglbYHTlPs8WFh4GaKF/9zbP/RBOI5lqL3UvvHlfRJ4NW2r+4qfzRwru2n19RdRNEd39N11wOBvQ2Hcsb2NRfA9r6mdSZaV9Kf2v7/5e3fsv2hyn1vsv3qmrrzbQ+cfdKn7mnAcbbXlttXUHyzMvBn1TimE0kPHetNTeE+5wAPAy6w/bCax3W/f0zxuv5R+W3/76Yyrkq759TcbdtvGFD/6RS9uYeWRTuBt9j+xBSF2KvNK4Enl0Nrv0ZxoP3FFMcyftn2mQPqz6EYSn0BxfEXKA56vxd4re3baur2+sJyDPBUioS0aVzPZYYkhTsouvMrxz4MJe22Pahr3r2fRzKOXkZZ51eAN1MkkjcAH6C4wMXdKL5Nfbqm7rX93pSSrrF9Yk3dfgllhCKhPGNA3KIYynkxxbeMuwG3Ae+w/ed1dcv6506krqQrbZ/UfbvX9oC6H7H97EFxVup+EVhue0+5/VWKYxpHAu+z/esD6r+97n7bL6mp2+9b+9j4ft/hgcnUHUTSCwd9c66p+y3bfc8P6hrmu4u6oT5Jf9yj+EhgJXA/24OOK0zYRBOSpK/ZfkR5ey2wz/bryu2v2n7kgHYfTbFa9H9T9PxPoZgN+Q0a9DT67PMY4F/q3lO9zJRjCs+mOGB7mYrpnZsYMHVtjKQHl3WrvQzZfmLDts+jOGB8H4qpiafa/lJ5TGIj0DcpUMxo6WfQwaUF3QkBwPYOSQsG1AV4GfA44NGVMcgHAe+U9PLyeEdP5dDAhOpy4P+l+3806H9WvX9cCR84bCwhlL5g+3vA98pu+iDViQyvB2qHk6psNzrAOdV1G+x7QgmhNOh/9ViKXuxGiinDjaeN2/6bTiPFweGXAmdRvK//pl+98vGT6mUAP+pRdgTFN/j7UXzx62WOpLuX3+h/nTuvDgnNPmffRdHT+Imk+wKv4s6exjqK6dPj4uYTAu5Sccb8UHybeC7F1MEfU8zq+Y0Bde6gmBZ6QqWs8bRQDpxieV3XfVcNqLsROLtH+UrgnwbU3TWR+6qxAcf2KJ/bIO7J1J3w1L26ug2eb93f6z/Gua/a5zgbfhg8NXQOsAw4v3y9/AXw0HHs/5iyzg3A64D7Nqz3xz1+zqEYkvnhOJ/j0RTn7NxAcUzi/jWPfQ3wReDj5fMdG4U5Afhig7a+Vrm9lqJ3MLb91Qn+j54EfHa89WZKTwHoTOm6ALig7Dr9FrCG+jNOJ9zLKFWnM/6kO6QBdV8GXCTpudz5TXQEOAx41oC62yWdbfvd1UJJK+k/PbfqHrbvcg1X2/s0eCruZOo+QtItFH/je5W3Kbfrek6D6tr1Qylf7vP3eiHFjKLxOPTHXBsYMHRV25N1cYD508Cnyxk0K4DLJf257e4T+LrbfQvFeRjrgBNdM/mgR7sT7mVU6h1DccLhcymS2knums3Uo903qjjj+QHAZ1x+KlMMrb64QbMT7mkMmhDQoO0D93dn7LNbOYRwOsWL90kUL4aLXD91Dkm3U3Q5x94oPx67i+JEq4HnOkh6IsWBP4CdtgedIYuK0/YvAvbTI6HYrp0GVzd+P56x/fHWbYuKZTE+RjHzpjor5XDgdNvfGce+puVznG7KZPCbFO+pBRQXzlpv+z8H1LuD4v90Gwd+2DU6jtLjQ/1tgz7UK3WrCWnteBLSZEh6DfA0illD8ykSkVXMUDzfdt+zsesmBEwoliSFu6r0Mp5ju8lSF62ZSEIp640ls7vcxYBkNpm6bVMxx74zK2Ucf6/qt+YjODD5D/ygmm0knU/xurwY2GT72oPU7qQ+1CebkCajnLQy1tP4UVn2YOAo21fWVp7KOJIUImKqlR+uY18cDtqHa5sf6jNFkkJERHTMlFVSIyJiCiQpRERER5JCxEEk6WWqXIciYrrJMYWIg0jSjRTXnbjLeR6S5rhrAbmIgy09hYguKq6Gd7Wkr0n6gKQHSrq0LLtU5TXBJW2QdGal3g/L36dIulzF5SC/IekCFV4C/CLFiZKXjdWR9OeSvgy8VtJFlf09RVK/6yVEDMWMOqM5YrIkPZRiyYKTbX+3PGflfOD9ts+X9AcUV/Q7fcCuHkVxPsReiuUPTrb9dhXLHD+x0lM4ErjW9jnlOjXXSZrrYtXZs4D3TfVzjKiTnkLEgZ4EfHjsQ9vF6pSPpbh0KBSr4D6uwX6usD1q+w6KC9Uv6PO42ymvkV0ujfAB4HmSfq5s9+IJPYuICUpPIeJAYvDaRmP330b5xar8ln9Y5THVq/bdTv/32k+7jiO8D/gE8FPgQ65ZRz9iGNJTiDjQpcBvS7ofdJY8+VeKRROhWE/nC+XtGynWTwI4DWiyvMcPqLncpO29FENOrwU2jC/0iMlLTyGiwvZOSW8EPleu8XQV8BJgvYpLMo6N9QO8G/i4iqu4XUrv9aC6rQMulvRt979mxwXAXNtfn8xziZiITEmNmGYknUdxzYb3th1LzD5JChHTiKSvUPQ4nmL71kGPj5hqSQoREdGRA80REdGRpBARER1JChER0ZGkEBERHUkKERHRkaQQEREd/wvBjdpSCqiE2gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(byCountry.sum())\n",
    "\n",
    "byCountry.sum()['goal'].plot(kind='bar')\n",
    "plt.ylabel('Goal Sum')\n",
    "plt.yscale('symlog')\n",
    "plt.show()\n",
    "\n",
    "byCountry.sum()['pledged'].plot(kind='bar')\n",
    "plt.ylabel('Pledged Sum')\n",
    "plt.yscale('symlog')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "country\n",
      "AT       107\n",
      "AU      2006\n",
      "BE       152\n",
      "CA      4125\n",
      "CH       187\n",
      "DE       937\n",
      "DK       359\n",
      "ES       488\n",
      "FR       908\n",
      "GB     12055\n",
      "HK       216\n",
      "IE       207\n",
      "IT       439\n",
      "JP         7\n",
      "LU        19\n",
      "MX       396\n",
      "NL       615\n",
      "NO       267\n",
      "NZ       446\n",
      "SE       509\n",
      "SG       177\n",
      "US    109087\n",
      "Name: origin_id, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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9e+CQ8mc8LAeeU1neDLhrnPYdERFj0GT00XckbVBZ3lDSRWM45tXAPElzJc0E9gUajWaKiIh2NWk+2sT2b0YWbD8APKPJziWdAVwJbClpuaSF5ZQZ+wMXATcCZ9m+YbUjj4iIcddkltTHJM22/UsASc+l+eijBX3KlwJLG0cZEREToklSOAS4XNKl5fIrgEXthRQR46numQh5HkJ0a9LR/G1J2wEvpRg5dIDte1uPLCIiJlyTjua9gT/a/qbtC4AVkvZqPbKIiJhwTTqaD6/e0Vx2Oh/eWkQRETE0TZJCr22a9EVERMQapklSWCbpWEnPK6e3/jRwTduBRUTExGs6zcWjwFeBrwEPA//QZlARETEcTUYfPQQcPAGxRETEkA1MCpK+R4+b1Wzv0kpEERExNE06jD9Yeb0O8EZgRTvhRETEMDVpPuruVL6icndzRERMIU2ajzaqLD4J+HPgWa1FFBERQ9Ok+egaij4FUTQb3QYsbDOoiIgYjibNR3MnIpCIiBi+vvcpSHqJpGdVlveTdJ6k47ualCIiYoqou3ntCxQ3rSHpFcCRwKkUz2he3H5oEREx0eqaj2bYvr98/VZgse1zgHMkXdd6ZBERMeHqrhRmSBpJGq8C/qOyLhPiRURMQXUn9zOASyXdC/wB+AGApC0ompAiImKK6ZsUbB8h6RLg2cDFtkemungSxSR5ERExxdQ2A9n+zx5lv2gvnIiIGKYmU2dHRMQ0kaQQEREdSQoREdGRpBARER1JChER0ZGkEBERHUkKERHRkaQQEREdSQoREdGRpBARER1JChER0ZGkEBERHUkKERHRkaQQEREdSQoREdGRpBARER2T5lnLktYFPgc8Cnzf9mlDDikiYtpp9UpB0hJJd0u6vqt8N0k3S7pF0sFl8T7A2bbfBbyhzbgiIqK3tpuPTgZ2qxZImgGcALwW2ApYIGkrYDPgznKzlS3HFRERPbSaFGxfBtzfVbw9cIvtW20/CpwJ7Aksp0gMrccVERG9DePkuymPXxFAkQw2Bb4OvFHS54EL+lWWtEjSMknL7rnnnnYjjYiYZobR0aweZbb9EPCOQZVtLwYWA8yfP9/jHFtExLQ2jCuF5cBzKsubAXcNIY6IiOgyjKRwNTBP0lxJM4F9gfOHEEdERHRpe0jqGcCVwJaSlktaaHsFsD9wEXAjcJbtG9qMIyIimmm1T8H2gj7lS4GlbR47IiJWX4Z+RkRER5JCRER0JClERERHkkJERHQkKUREREeSQkREdCQpRERER5JCRER0JClERERHkkJERHQkKURERMekSQp9ntscERETaFIkhZrnNkdExASaFEmB/s9tjoiICSR7+E+0lPQmYDfb7yyX/xrYwfb+PbZdBCwqF7cEbq7Z9SbAvaMMa02sO8xjr4l1h3nsNbHuMI+d33l86z7X9qyea2wP/Qd4M/ClyvJfA58Zh/0um05119S4836tGXXX1LjzO6/ez2RpPspzmyMiJoHJkhTy3OaIiEmg1cdxNmV7haSR5zbPAJZ4fJ7bvHia1R3msdfEusM89ppYd5jHzu88QXUnRUdzRERMDpOl+SgiIiaBJIWIiOiYEklB0uxhxxDTVzk4YtKRtJekD0p6zbBjiTXHlEgKwDeGdWBJb6+8/ouudU+4+a7hPp8j6Z/GGtuAY+xSeT23a90+A+quVbNubr91bZL03Jb3/y99ytcHLh5Qd9SfEUm1+66p9zngAGBj4OP94h8GSaMe4CLpl+MZy2QlaVNJs8uf1X6/JG0oSaM6+Fhu6pgsP8CPx1B3n66fvYG/BNZrWP/aXq97LQ/YzybA3wOXAf8FHD1g+wPrftqMG7gQmNmj/EXA7QPqvguYV74W8GXgd8BPge0axP0y4E3AM8rlbYDTgTsbvL+HA+8HngZ8HrgeOA/YosFxLwaO6Cp7FvAT4LAW3+tRfbbL321G+fqpwDWj2Ef35+oAihtL5zaoewHFXbPd5a8Grh/N71TWr/1/Lrd5BvBR4Gzga+XrZzbc/5XALn3WXVJT76zK6092f3YaHPdD1c8R8Mvyb+Im4EMD6h4GPL98vTbwPeB+4G7g1av7Hk+KIanjYFNJx/dbafv9NXVf36NsI2AbSQtt/8eAY6vP617Lq66U1qNIQn8F/ClwLrC57c0GHBNgvcrrdwNfaFCnX2yrFTdwDXChpNfb/j2ApJ2ArwB/N6DuPwInl68XUJzU5wLbAsdRJOTeAUtHAXsA1wEHSfom8F7gXxsc93RgGTAPuIoiGY0c70vATgPqvwE4W9Kxtg+UNI8iOR5le9B7P5b3ev26KzfbX++z6lHbK8ttfj/Kb43r9SibAxwi6SO2z6ypeybwPUknAZ8CZgH/BswG/mYUsYyoHS5ZXomdTvEZO5Xi/d0O+JGkt9m+YsD+ZwOflbSU4mT8x8q6jWrqzau83hU4qLLcezqJVb2ZVT/799netpws9FLgEzV13wp8vHw98t7OojinnAJ8t8HxO6ZKUvgDxYmql9oPke139CovmyPOAnYYcGz3eT3w2BSZ/CrgUOBy25a094A6xY7tj1Zi3au63NCo47Z9qKRDgIskvRZ4DfBpYG/bywYcd0XlD20P4FTb9wHflfSpAXV3B7a1/bCkDSnuet/G9v8bUA+Kb4ofLk+Od9g+qiy/SdI/DKpcHnNv4ExJZ1JcsXzA9rkNjj2Wz8j6FO9Tr5O6gX5J4QWSflqp97zKsm1vM+C49PtMSdqI4kTTNynYPq1M2p8CbgTWAo4AvujyK20/kg7st4riKq/OMcBetn9cKTtP0rkUX5wG/T3/GtgROJ4ikSywPTK/Wl3co133+Eb2Q5XF48qylZKeMqDqo5X39DXAmeUXghtH0/Q0VZLCfbZP6S6UtCPFt9FTV3eHtu+oazuveH7lj23kD49yefMBdT9Mcff254HTJX11deMcCXcUdTaXdD5lnOVryuWB/QK2j5A0koxFccl9S4PjPibp2cADwKsoThQjBn34/2D74fL4D0i6uWFCABj51mxJ3ROFPTaocuVEdRXwz8APgLkj5baPrak+ls/IHbYHXQX1PCaj+1wMZPv+hlceW1HMgHwVMB94JsU55491leh9hTLiuAF1n96VEACwfV15ZT5QefX7zvJLwHck/avtE6m/qnuqpG0p+mmfImm7slwM/lwDPE3SWiNfmGyfDCBpbeDpA+o+ImlrioS2M/DBalwNjr2KqZIUHh15IenFFM0xbwFuA84ZzQ4lPR94pMGmLxjN/gFsfxr4tKTNKZLXN4A/kfTPwDds/2K0+26gOjX50V3rupdXIekCihOOKC5TbwGOHTlP2H5DTfXDKJpxZgDnu7xzXdIrgVsHxPy8SvICmFNdHnDcMSVBVj1RHd+jrM6oPyMMbl7q53r6J4VHJP0XcIjtS1Y7oGKQwgMDtvkSRbPNe21fKWldirb9n0j6gO2+HeijuOrtOrQ2tP1AV+FGrObAGtvnSroKOFnS66i/SvkVxVWKgP9h1b+h/2lwuLOBL0jav9Ikuy7Fc2bOHlD3H8ttZgHH2r6trP864AkJcpApcUezpC0p2tUWAPcBXwU+aHvgiJTKCa5qI+DZwNttXzmKeDahuHoZdJm8BUWzxhWVsm0o2l5faXtGTd2fVeLeguLE3NGkeaCyr1llnXsabv/KuvW2Lx1Q/8kUHfkPVMrWpfg8/m8bx+1Td+T906CYh0XSCz0+U75U9zkD2Bo4zfbWNdtVP2MjNqJottvP9k01dQ8Ajh/p16iU/xnwOdt1fUeH1YRv2x/vt1LF1Prvovi2fG1Z/OfAJymmz6nt/5H0bdu79Sj/J+DjttfpU297ik7wX5XLfwO8Ebgd+Ijt+wccdwbFVfM7gTvK4tnAScChtlfU1D2Qx788uPy5l6JJ+ra64/bc3xRJCo9RXM4vHGnCkHSr7UGX5r1OFqboud8IeKvt2vZmSS8FjizrfJyis3UTim8l+9n+dk3dbwIftv3TrvKXAIfb3qOm7jyKy/E7u1Y9F7hrUFNOefl/GPA+ig/Uk4AVFFOWf6yubtd+Vjeh/LPtT5Wv32z7a5V1/2r7wzV1Z9se1ZBESXsCm9k+oVy+iuKblYGDqnH0qd93IAPUD2aQ9CC9v7WPtO/3bR4YS91BJL277iSpJw7zNcWXnYfKb/v/NtpjD4jr//YoXhdYCGxsu7ZfQdIeFE18LyyLbqAYEHDBuAa66jGvpRjpc7+kV1D0t7wPeDHwAttvGlD/JRSzRf+G4kveThSDYG5iQFKRdHiP4o0o+hcGDQh44v6mSFLYm6Jt/uXAtyn+Q75ke7XGzPdqerL92QF1llH0DaxPMQnVa23/Z9n8dIbtbWvqXt/vm5qkn9n+s5q6/RLKfIqE0mtUVXW7A4DXAYsql5ubU/RvfLts2qqrfzijSCiSrrW9XffrXssD6p5j+411x+qqewWwr+07y+XrKPo01gW+bPtVA+pXR8x8lGJ4a0evPq2pTNIvbfe9abSrme8JBjT1VfezHkXzyEKKgR/H2L57dWJdHaO9SpH0E9svKl+fANxj+yPl8nW2XzzguGNKKn32uRHw3bq/qV6mRJ+CixEg55ZNEHtRjKd+pqTPA+fWtV9K+lOKhFJtepLtnRse/skj+5f0Mdv/WcZ0U4O+uJ6XoqVBnVNzuhNCedxlkuYMOjCwH7Cr7U6nq+1bVdxodTHFaKKeyoSyI/CS7oQi6YABCWUswzOr6wdeBXaZOZIQSpe7GPV0X/m5qVU96ZffkqdVEuhh0P/VyyiuYs8AftRg+1V3XpzQDgTeRjGscrvufoI+9Ubd9FR6qEfZUymadTbm8aGf3WZIenLZzPMqHn86JDQ7z86oXA28FVhs+xzgnPILzGpz8wEBq5gqdzQDxZAu26eVzS6bUYxnP3hAtZso/hNfb3tH25+hHKnSUHXkyh+6QxpQ92pJ7+oulLSQ/kNsR4wloQCsVU0II8pmoEGjrvYDFlTbK23fCry9XFdnLMMz6+oOsuEqO1r1Ua9NxpH3i2O6GvQePIviCnprihFDuwL32r60QZ/TURTPWHkQ+DPbH2mSEEoP9fiB4krjoH6VRtg+ZuSH4sr/KRT3wJxJ/ReRM4BLJZ1HcR74Qfm7bAH8tkHcM/T48NFXAdX7o0b15b3JgICe9aZC89FYjLXpSdJKig/eyNCz34+sAtaxXTclxDMpblh7lMeTwHxgJsWY/76jFiSdAfyH7S92lS8E/o/ttw6Iu29TTYNmnLpmr77ryvVjeb/q6g5qmz8N+H6P9+vdwE62F/Sr22Nfte/PVDGgP+MpthudrFQMq1wAHAV8rPziVbf9YxQj/1Z0HX+1+lFG2/TU4yrluIZXKS+lGKBysct7DsqWiKfZvnZA3UMomnPvpehg3s62y6Ryiu2/qKk76gEBPfc33ZPCiErT0wJgF4oPQ23T0zgee2eKb1QAN3jwXdRjSihl/ZET7BNWMfjkPOqEMiySnkEx5PcRVh2VsjbFzU6/HlC/eoJ8KquRkKarMhnsTvE3NYfiaYpLbP93y8cd1Um9rHsUxXQ3i4ETXDMabryNNqnUDQgYVRxJCk9UfqjeTDH6aJdB2w/TaBLKOBxz1All2MpL6s6olIl4v6YjSadQfC4vpLjD9voJOu6YTurjdZWyJktSiIhxV55cR744TNjJNSf1sUtSiIiIjik1+igiIsYmSSEiIjqSFCImkKQPSFrtmSsjJkr6FCImkKTbgfm9bhyUNMNdE8hFTLRcKUR0kbSfpJ9K+omkr0h6rqRLyrJLJM0utztZ0psq9f63/HcnSd+XdLakmySdpsL7gT+heCLZ90bqSPqYpB8Bh6p4GMzI/naV1O8hOhGtmBJzH0WMF0kvBA4B/sL2veU9K6dQPCHuFEl/R/E8hb0G7Gpbivsh7gKuKPd3vIppjneuXCmsS/HM4sPKeWpulDSrnG7kHRSPDY2YMLlSiFjVLsDZIyftcpKyl1E89xeKqdF3bLCfq2wvt/0YxRxcc/pst5LyQVAu2nK/Arxd0gblcS8c1W8RMUq5UohYlWg+Md8Kyi9W5bf8mZVtqk/tW0n/v7WHu/oRvgxcADwMfM01D1eJaEOuFCJWdQnwFkkbQ2fKkx9STJoIxXw6l5evb6eYPwmKx5s2md7jQWoe42n7Loomp0OBk1cv9Iixy5VCRIXtGyQdQTEN8kqKZ9y+H1ii4pGMI239AF8EzlPxFLdL6D0fVLfFwIWSflXzzI7TgFm2fz6W3yViNDIkNWKSkfRZ4Me2Txp2LDH9JClETCKSrqG44tjV9iODto8Yb0kKERHRkY7miIjoSFKIiIiOJIWIiOhIUoiIiI4khYiI6EhSiIiIjv8PDXS5JoQqdegAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(byCountryState.count()['origin_id'][:,'successful'])\n",
    "\n",
    "byCountryState.count()['origin_id'][:,'successful'].plot(kind='bar')\n",
    "plt.ylabel('Successful Project Number')\n",
    "plt.yscale('symlog')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
